{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6825e50e",
   "metadata": {},
   "source": [
    "# Computing the PCA of a Foreground Object\n",
    "We show in our paper many figures with object parts colored like rainbows. These visualizations are obtained by computing a PCA of patch features on the foreground object. This is what we will compute in this tutorial! Let's start by loading some pre-requisites."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b89fa7dd-f5c8-42b7-896c-8287d4e97105",
   "metadata": {},
   "source": [
    "### Setup\n",
    "\n",
    "Let's start by loading some pre-requisites and checking the DINOv3 repository location:\n",
    "- `local` if `DINOV3_LOCATION` environment variable was set to work with a local version of DINOv3 repository;\n",
    "- `github` if the code should be loaded via torch hub."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0ebd98e9-13eb-4e7a-a72b-27839dd463d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DINOv3 location set to /private/home/vkhalidov/fairvit_dinov3_release/app/dinov3_release/\n"
     ]
    }
   ],
   "source": [
    "import pickle\n",
    "import os\n",
    "import urllib\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "\n",
    "import torch\n",
    "import torchvision.transforms.functional as TF\n",
    "from sklearn.decomposition import PCA\n",
    "from scipy import signal\n",
    "\n",
    "DINOV3_GITHUB_LOCATION = \"facebookresearch/dinov3\"\n",
    "\n",
    "if os.getenv(\"DINOV3_LOCATION\") is not None:\n",
    "    DINOV3_LOCATION = os.getenv(\"DINOV3_LOCATION\")\n",
    "else:\n",
    "    DINOV3_LOCATION = DINOV3_GITHUB_LOCATION\n",
    "\n",
    "print(f\"DINOv3 location set to {DINOV3_LOCATION}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d70b9a21",
   "metadata": {},
   "source": [
    "### Model Loading\n",
    "We load the DINOv3 ViT-L model. Feel free to try other DINOv3 models as well!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d3de7173",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DinoVisionTransformer(\n",
       "  (patch_embed): PatchEmbed(\n",
       "    (proj): Conv2d(3, 1024, kernel_size=(16, 16), stride=(16, 16))\n",
       "    (norm): Identity()\n",
       "  )\n",
       "  (rope_embed): RopePositionEmbedding()\n",
       "  (blocks): ModuleList(\n",
       "    (0-23): 24 x SelfAttentionBlock(\n",
       "      (norm1): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)\n",
       "      (attn): SelfAttention(\n",
       "        (qkv): LinearKMaskedBias(in_features=1024, out_features=3072, bias=True)\n",
       "        (attn_drop): Dropout(p=0.0, inplace=False)\n",
       "        (proj): Linear(in_features=1024, out_features=1024, bias=True)\n",
       "        (proj_drop): Dropout(p=0.0, inplace=False)\n",
       "      )\n",
       "      (ls1): LayerScale()\n",
       "      (norm2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)\n",
       "      (mlp): Mlp(\n",
       "        (fc1): Linear(in_features=1024, out_features=4096, bias=True)\n",
       "        (act): GELU(approximate='none')\n",
       "        (fc2): Linear(in_features=4096, out_features=1024, bias=True)\n",
       "        (drop): Dropout(p=0.0, inplace=False)\n",
       "      )\n",
       "      (ls2): LayerScale()\n",
       "    )\n",
       "  )\n",
       "  (norm): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)\n",
       "  (head): Identity()\n",
       ")"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# examples of available DINOv3 models:\n",
    "MODEL_DINOV3_VITS = \"dinov3_vits16\"\n",
    "MODEL_DINOV3_VITSP = \"dinov3_vits16plus\"\n",
    "MODEL_DINOV3_VITB = \"dinov3_vitb16\"\n",
    "MODEL_DINOV3_VITL = \"dinov3_vitl16\"\n",
    "MODEL_DINOV3_VITHP = \"dinov3_vith16plus\"\n",
    "MODEL_DINOV3_VIT7B = \"dinov3_vit7b16\"\n",
    "\n",
    "MODEL_NAME = MODEL_DINOV3_VITL\n",
    "\n",
    "model = torch.hub.load(\n",
    "    repo_or_dir=DINOV3_LOCATION,\n",
    "    model=MODEL_NAME,\n",
    "    source=\"local\" if DINOV3_LOCATION != DINOV3_GITHUB_LOCATION else \"github\",\n",
    ")\n",
    "model.cuda()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f88f6c7a",
   "metadata": {},
   "source": [
    "### Loading the Foreground Classifier from the Other Tutorial\n",
    "For this tutorial, we use the classifier trained in the `foreground_segmentation` notebook. If you haven't already, have a look! Once you have trained your foreground / background classifier on patch features, you should be able to load it here. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e4307e83",
   "metadata": {},
   "outputs": [],
   "source": [
    "save_root = '.'\n",
    "model_path = os.path.join(save_root, \"fg_classifier.pkl\")\n",
    "with open(model_path, 'rb') as file:\n",
    "    clf = pickle.load(file)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b37d8361",
   "metadata": {},
   "source": [
    "### Loading an Image and Applying the Right Transform\n",
    "Let's load an image and process it in order to make it a multiple of the patch size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a069633a",
   "metadata": {},
   "outputs": [],
   "source": [
    "PATCH_SIZE = 16\n",
    "IMAGE_SIZE = 768\n",
    "\n",
    "IMAGENET_MEAN = (0.485, 0.456, 0.406)\n",
    "IMAGENET_STD = (0.229, 0.224, 0.225)\n",
    "\n",
    "image_uri = \"https://dl.fbaipublicfiles.com/dinov3/notebooks/pca/test_image.jpg\"\n",
    "\n",
    "def load_image_from_url(url: str) -> Image:\n",
    "    with urllib.request.urlopen(url) as f:\n",
    "        return Image.open(f).convert(\"RGB\")\n",
    "        \n",
    "# image resize transform to dimensions divisible by patch size\n",
    "def resize_transform(\n",
    "    mask_image: Image,\n",
    "    image_size: int = IMAGE_SIZE,\n",
    "    patch_size: int = PATCH_SIZE,\n",
    ") -> torch.Tensor:\n",
    "    w, h = mask_image.size\n",
    "    h_patches = int(image_size / patch_size)\n",
    "    w_patches = int((w * image_size) / (h * patch_size))\n",
    "    return TF.to_tensor(TF.resize(mask_image, (h_patches * patch_size, w_patches * patch_size)))\n",
    "\n",
    "\n",
    "image = load_image_from_url(image_uri)\n",
    "image_resized = resize_transform(image)\n",
    "image_resized_norm = TF.normalize(image_resized, mean=IMAGENET_MEAN, std=IMAGENET_STD)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "550fc889",
   "metadata": {},
   "source": [
    "### Model Forward\n",
    "Given the input image, we compute local features:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2ec4daee",
   "metadata": {},
   "outputs": [],
   "source": [
    "MODEL_TO_NUM_LAYERS = {\n",
    "    MODEL_DINOV3_VITS: 12,\n",
    "    MODEL_DINOV3_VITSP: 12,\n",
    "    MODEL_DINOV3_VITB: 12,\n",
    "    MODEL_DINOV3_VITL: 24,\n",
    "    MODEL_DINOV3_VITHP: 32,\n",
    "    MODEL_DINOV3_VIT7B: 40,\n",
    "}\n",
    "\n",
    "n_layers = MODEL_TO_NUM_LAYERS[MODEL_NAME]\n",
    "\n",
    "with torch.inference_mode():\n",
    "    with torch.autocast(device_type='cuda', dtype=torch.float32):\n",
    "        feats = model.get_intermediate_layers(image_resized_norm.unsqueeze(0).cuda(), n=range(n_layers), reshape=True, norm=True)\n",
    "        x = feats[-1].squeeze().detach().cpu()\n",
    "        dim = x.shape[0]\n",
    "        x = x.view(dim, -1).permute(1, 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d49232f8",
   "metadata": {},
   "source": [
    "### Computing Foreground Probability\n",
    "Let's now pass all those features through our foreground classifier, extract probabilities, and reshape."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "aafcc322",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "h_patches, w_patches = [int(d / PATCH_SIZE) for d in image_resized.shape[1:]]\n",
    "\n",
    "fg_score = clf.predict_proba(x)[:, 1].reshape(h_patches, w_patches)\n",
    "fg_score_mf = torch.from_numpy(signal.medfilt2d(fg_score, kernel_size=3))\n",
    "\n",
    "plt.rcParams.update({\n",
    "    \"xtick.labelsize\": 5,\n",
    "    \"ytick.labelsize\": 5,\n",
    "    \"axes.labelsize\": 5,\n",
    "    \"axes.titlesize\": 4,\n",
    "})\n",
    "\n",
    "plt.figure(figsize=(4, 2), dpi=300)\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.imshow(image)\n",
    "plt.axis('off')\n",
    "plt.title(f\"Image, Size {image.size}\")\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.imshow(fg_score_mf)\n",
    "plt.title(f\"Foreground Score, Size {tuple(fg_score_mf.shape)}\")\n",
    "plt.colorbar()\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d85c34e",
   "metadata": {},
   "source": [
    "### Extracting Foreground Patches\n",
    "We find the patches with positive classifier output, in order to fit the PCA only on the foreground."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f5fb40d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "foreground_selection = fg_score_mf.view(-1) > 0.5\n",
    "fg_patches = x[foreground_selection]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ccc29844",
   "metadata": {},
   "source": [
    "### Fitting the PCA\n",
    "We use 3 components, and use whitening. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f45e2928",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PCA(n_components=3, whiten=True)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca = PCA(n_components=3, whiten=True)\n",
    "pca.fit(fg_patches)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1936f236",
   "metadata": {},
   "source": [
    "### Applying the PCA, and Masking Background\n",
    "Finally, we project the features using the PCA, and apply a mask to set the background to black."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4894d6b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# apply the PCA, and then reshape\n",
    "projected_image = torch.from_numpy(pca.transform(x.numpy())).view(h_patches, w_patches, 3)\n",
    "\n",
    "# multiply by 2.0 and pass through a sigmoid to get vibrant colors \n",
    "projected_image = torch.nn.functional.sigmoid(projected_image.mul(2.0)).permute(2, 0, 1)\n",
    "\n",
    "# mask the background using the fg_score_mf\n",
    "projected_image *= (fg_score_mf.unsqueeze(0) > 0.5)\n",
    "\n",
    "# enjoy\n",
    "plt.figure(dpi=300)\n",
    "plt.imshow(projected_image.permute(1, 2, 0))\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
